Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 203 |
| Missing cells | 2 |
| Missing cells (%) | < 0.1% |
| Duplicate rows | 1 |
| Duplicate rows (%) | 0.5% |
| Total size in memory | 31.8 KiB |
| Average record size in memory | 160.6 B |
Variable types
| Categorical | 9 |
|---|---|
| Numeric | 11 |
| Dataset has 1 (0.5%) duplicate rows | Duplicates |
wheel_base is highly correlated with length and 7 other fields | High correlation |
length is highly correlated with wheel_base and 8 other fields | High correlation |
width is highly correlated with wheel_base and 7 other fields | High correlation |
height is highly correlated with wheel_base and 1 other fields | High correlation |
curb_weight is highly correlated with wheel_base and 7 other fields | High correlation |
engine_size is highly correlated with wheel_base and 7 other fields | High correlation |
horsepower is highly correlated with wheel_base and 7 other fields | High correlation |
city_mpg is highly correlated with length and 6 other fields | High correlation |
highway_mpg is highly correlated with wheel_base and 7 other fields | High correlation |
price is highly correlated with wheel_base and 7 other fields | High correlation |
wheel_base is highly correlated with length and 6 other fields | High correlation |
length is highly correlated with wheel_base and 7 other fields | High correlation |
width is highly correlated with wheel_base and 7 other fields | High correlation |
height is highly correlated with wheel_base | High correlation |
curb_weight is highly correlated with wheel_base and 7 other fields | High correlation |
engine_size is highly correlated with wheel_base and 7 other fields | High correlation |
horsepower is highly correlated with length and 6 other fields | High correlation |
city_mpg is highly correlated with length and 6 other fields | High correlation |
highway_mpg is highly correlated with wheel_base and 7 other fields | High correlation |
price is highly correlated with wheel_base and 7 other fields | High correlation |
wheel_base is highly correlated with length and 4 other fields | High correlation |
length is highly correlated with wheel_base and 6 other fields | High correlation |
width is highly correlated with wheel_base and 7 other fields | High correlation |
curb_weight is highly correlated with wheel_base and 7 other fields | High correlation |
engine_size is highly correlated with wheel_base and 7 other fields | High correlation |
horsepower is highly correlated with width and 5 other fields | High correlation |
city_mpg is highly correlated with length and 6 other fields | High correlation |
highway_mpg is highly correlated with length and 6 other fields | High correlation |
price is highly correlated with wheel_base and 7 other fields | High correlation |
num_of_cylinders is highly correlated with engine_type | High correlation |
body_style is highly correlated with num_of_doors | High correlation |
make is highly correlated with engine_type and 2 other fields | High correlation |
num_of_doors is highly correlated with body_style | High correlation |
engine_type is highly correlated with num_of_cylinders and 1 other fields | High correlation |
fuel_system is highly correlated with make and 1 other fields | High correlation |
fuel_type is highly correlated with fuel_system | High correlation |
engine_location is highly correlated with make | High correlation |
make is highly correlated with body_style and 16 other fields | High correlation |
fuel_type is highly correlated with fuel_system and 1 other fields | High correlation |
num_of_doors is highly correlated with body_style and 2 other fields | High correlation |
body_style is highly correlated with make and 4 other fields | High correlation |
drive_wheels is highly correlated with make and 8 other fields | High correlation |
engine_location is highly correlated with make and 4 other fields | High correlation |
wheel_base is highly correlated with make and 15 other fields | High correlation |
length is highly correlated with make and 13 other fields | High correlation |
width is highly correlated with make and 11 other fields | High correlation |
height is highly correlated with make and 11 other fields | High correlation |
curb_weight is highly correlated with make and 13 other fields | High correlation |
engine_type is highly correlated with make and 11 other fields | High correlation |
num_of_cylinders is highly correlated with make and 12 other fields | High correlation |
engine_size is highly correlated with make and 14 other fields | High correlation |
fuel_system is highly correlated with make and 13 other fields | High correlation |
compression_ratio is highly correlated with make and 2 other fields | High correlation |
horsepower is highly correlated with make and 12 other fields | High correlation |
city_mpg is highly correlated with make and 10 other fields | High correlation |
highway_mpg is highly correlated with make and 13 other fields | High correlation |
price is highly correlated with make and 13 other fields | High correlation |
price has 4 (2.0%) zeros | Zeros |
Reproduction
| Analysis started | 2022-07-26 22:05:26.568928 |
|---|---|
| Analysis finished | 2022-07-26 22:05:50.342819 |
| Duration | 23.77 seconds |
| Software version | pandas-profiling v3.2.0 |
| Download configuration | config.json |
| Distinct | 21 |
|---|---|
| Distinct (%) | 10.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.7 KiB |
| toyota | |
|---|---|
| nissan | |
| mazda | |
| honda | |
| mitsubishi | |
| Other values (16) |
Length
| Max length | 13 |
|---|---|
| Median length | 11 |
| Mean length | 6.472906404 |
| Min length | 3 |
Characters and Unicode
| Total characters | 1314 |
|---|---|
| Distinct characters | 25 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.5% |
Sample
| 1st row | alfa-romero |
|---|---|
| 2nd row | alfa-romero |
| 3rd row | alfa-romero |
| 4th row | audi |
| 5th row | audi |
Common Values
| Value | Count | Frequency (%) |
| toyota | 32 | |
| nissan | 18 | 8.9% |
| mazda | 17 | 8.4% |
| honda | 13 | 6.4% |
| mitsubishi | 13 | 6.4% |
| subaru | 12 | 5.9% |
| volkswagen | 12 | 5.9% |
| peugot | 11 | 5.4% |
| volvo | 11 | 5.4% |
| dodge | 9 | 4.4% |
| Other values (11) | 55 |
Length
| Value | Count | Frequency (%) |
| toyota | 32 | |
| nissan | 18 | 8.9% |
| mazda | 17 | 8.4% |
| honda | 13 | 6.4% |
| mitsubishi | 13 | 6.4% |
| subaru | 12 | 5.9% |
| volkswagen | 12 | 5.9% |
| peugot | 11 | 5.4% |
| volvo | 11 | 5.4% |
| dodge | 9 | 4.4% |
| Other values (11) | 55 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 152 | 11.6% |
| o | 152 | 11.6% |
| s | 109 | 8.3% |
| t | 98 | 7.5% |
| e | 79 | 6.0% |
| u | 74 | 5.6% |
| n | 69 | 5.3% |
| i | 68 | 5.2% |
| d | 63 | 4.8% |
| m | 57 | 4.3% |
| Other values (15) | 393 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1303 | |
| Dash Punctuation | 11 | 0.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 152 | 11.7% |
| o | 152 | 11.7% |
| s | 109 | 8.4% |
| t | 98 | 7.5% |
| e | 79 | 6.1% |
| u | 74 | 5.7% |
| n | 69 | 5.3% |
| i | 68 | 5.2% |
| d | 63 | 4.8% |
| m | 57 | 4.4% |
| Other values (14) | 382 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 11 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1303 | |
| Common | 11 | 0.8% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 152 | 11.7% |
| o | 152 | 11.7% |
| s | 109 | 8.4% |
| t | 98 | 7.5% |
| e | 79 | 6.1% |
| u | 74 | 5.7% |
| n | 69 | 5.3% |
| i | 68 | 5.2% |
| d | 63 | 4.8% |
| m | 57 | 4.4% |
| Other values (14) | 382 |
Common
| Value | Count | Frequency (%) |
| - | 11 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1314 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 152 | 11.6% |
| o | 152 | 11.6% |
| s | 109 | 8.3% |
| t | 98 | 7.5% |
| e | 79 | 6.0% |
| u | 74 | 5.6% |
| n | 69 | 5.3% |
| i | 68 | 5.2% |
| d | 63 | 4.8% |
| m | 57 | 4.3% |
| Other values (15) | 393 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.7 KiB |
| gas | |
|---|---|
| diesel |
Length
| Max length | 6 |
|---|---|
| Median length | 3 |
| Mean length | 3.295566502 |
| Min length | 3 |
Characters and Unicode
| Total characters | 669 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | gas |
|---|---|
| 2nd row | gas |
| 3rd row | gas |
| 4th row | gas |
| 5th row | gas |
Common Values
| Value | Count | Frequency (%) |
| gas | 183 | |
| diesel | 20 | 9.9% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| gas | 183 | |
| diesel | 20 | 9.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| s | 203 | |
| g | 183 | |
| a | 183 | |
| e | 40 | 6.0% |
| d | 20 | 3.0% |
| i | 20 | 3.0% |
| l | 20 | 3.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 669 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| s | 203 | |
| g | 183 | |
| a | 183 | |
| e | 40 | 6.0% |
| d | 20 | 3.0% |
| i | 20 | 3.0% |
| l | 20 | 3.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 669 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| s | 203 | |
| g | 183 | |
| a | 183 | |
| e | 40 | 6.0% |
| d | 20 | 3.0% |
| i | 20 | 3.0% |
| l | 20 | 3.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 669 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| s | 203 | |
| g | 183 | |
| a | 183 | |
| e | 40 | 6.0% |
| d | 20 | 3.0% |
| i | 20 | 3.0% |
| l | 20 | 3.0% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 2 |
| Missing (%) | 1.0% |
| Memory size | 1.7 KiB |
| four | |
|---|---|
| two |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 3.562189055 |
| Min length | 3 |
Characters and Unicode
| Total characters | 716 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | two |
|---|---|
| 2nd row | two |
| 3rd row | two |
| 4th row | four |
| 5th row | four |
Common Values
| Value | Count | Frequency (%) |
| four | 113 | |
| two | 88 | |
| (Missing) | 2 | 1.0% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| four | 113 | |
| two | 88 |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 201 | |
| f | 113 | |
| u | 113 | |
| r | 113 | |
| t | 88 | |
| w | 88 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 716 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 201 | |
| f | 113 | |
| u | 113 | |
| r | 113 | |
| t | 88 | |
| w | 88 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 716 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 201 | |
| f | 113 | |
| u | 113 | |
| r | 113 | |
| t | 88 | |
| w | 88 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 716 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 201 | |
| f | 113 | |
| u | 113 | |
| r | 113 | |
| t | 88 | |
| w | 88 |
| Distinct | 5 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.7 KiB |
| sedan | |
|---|---|
| hatchback | |
| wagon | |
| hardtop | 8 |
| convertible | 6 |
Length
| Max length | 11 |
|---|---|
| Median length | 5 |
| Mean length | 6.615763547 |
| Min length | 5 |
Characters and Unicode
| Total characters | 1343 |
|---|---|
| Distinct characters | 18 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | convertible |
|---|---|
| 2nd row | convertible |
| 3rd row | hatchback |
| 4th row | sedan |
| 5th row | sedan |
Common Values
| Value | Count | Frequency (%) |
| sedan | 96 | |
| hatchback | 69 | |
| wagon | 24 | 11.8% |
| hardtop | 8 | 3.9% |
| convertible | 6 | 3.0% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| sedan | 96 | |
| hatchback | 69 | |
| wagon | 24 | 11.8% |
| hardtop | 8 | 3.9% |
| convertible | 6 | 3.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 266 | |
| h | 146 | |
| c | 144 | |
| n | 126 | |
| e | 108 | |
| d | 104 | 7.7% |
| s | 96 | 7.1% |
| t | 83 | 6.2% |
| b | 75 | 5.6% |
| k | 69 | 5.1% |
| Other values (8) | 126 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1343 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 266 | |
| h | 146 | |
| c | 144 | |
| n | 126 | |
| e | 108 | |
| d | 104 | 7.7% |
| s | 96 | 7.1% |
| t | 83 | 6.2% |
| b | 75 | 5.6% |
| k | 69 | 5.1% |
| Other values (8) | 126 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1343 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 266 | |
| h | 146 | |
| c | 144 | |
| n | 126 | |
| e | 108 | |
| d | 104 | 7.7% |
| s | 96 | 7.1% |
| t | 83 | 6.2% |
| b | 75 | 5.6% |
| k | 69 | 5.1% |
| Other values (8) | 126 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1343 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 266 | |
| h | 146 | |
| c | 144 | |
| n | 126 | |
| e | 108 | |
| d | 104 | 7.7% |
| s | 96 | 7.1% |
| t | 83 | 6.2% |
| b | 75 | 5.6% |
| k | 69 | 5.1% |
| Other values (8) | 126 |
| Distinct | 4 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.7 KiB |
| fwd | |
|---|---|
| rwd | |
| 4wd | 5 |
| 4wd | 4 |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.024630542 |
| Min length | 3 |
Characters and Unicode
| Total characters | 614 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | rwd |
|---|---|
| 2nd row | rwd |
| 3rd row | rwd |
| 4th row | fwd |
| 5th row | 4wd |
Common Values
| Value | Count | Frequency (%) |
| fwd | 118 | |
| rwd | 76 | |
| 4wd | 5 | 2.5% |
| 4wd | 4 | 2.0% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| fwd | 118 | |
| rwd | 76 | |
| 4wd | 9 | 4.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| w | 203 | |
| d | 203 | |
| f | 118 | |
| r | 76 | 12.4% |
| 4 | 9 | 1.5% |
| 5 | 0.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 600 | |
| Decimal Number | 9 | 1.5% |
| Space Separator | 5 | 0.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| w | 203 | |
| d | 203 | |
| f | 118 | |
| r | 76 | 12.7% |
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 9 |
Space Separator
| Value | Count | Frequency (%) |
| 5 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 600 | |
| Common | 14 | 2.3% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| w | 203 | |
| d | 203 | |
| f | 118 | |
| r | 76 | 12.7% |
Common
| Value | Count | Frequency (%) |
| 4 | 9 | |
| 5 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 614 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| w | 203 | |
| d | 203 | |
| f | 118 | |
| r | 76 | 12.4% |
| 4 | 9 | 1.5% |
| 5 | 0.8% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.7 KiB |
| front | |
|---|---|
| rear | 3 |
Length
| Max length | 5 |
|---|---|
| Median length | 5 |
| Mean length | 4.985221675 |
| Min length | 4 |
Characters and Unicode
| Total characters | 1012 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | front |
|---|---|
| 2nd row | front |
| 3rd row | front |
| 4th row | front |
| 5th row | front |
Common Values
| Value | Count | Frequency (%) |
| front | 200 | |
| rear | 3 | 1.5% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| front | 200 | |
| rear | 3 | 1.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| r | 206 | |
| f | 200 | |
| o | 200 | |
| n | 200 | |
| t | 200 | |
| e | 3 | 0.3% |
| a | 3 | 0.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1012 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| r | 206 | |
| f | 200 | |
| o | 200 | |
| n | 200 | |
| t | 200 | |
| e | 3 | 0.3% |
| a | 3 | 0.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1012 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| r | 206 | |
| f | 200 | |
| o | 200 | |
| n | 200 | |
| t | 200 | |
| e | 3 | 0.3% |
| a | 3 | 0.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1012 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| r | 206 | |
| f | 200 | |
| o | 200 | |
| n | 200 | |
| t | 200 | |
| e | 3 | 0.3% |
| a | 3 | 0.3% |
| Distinct | 52 |
|---|---|
| Distinct (%) | 25.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 98.78275862 |
| Minimum | 86.6 |
|---|---|
| Maximum | 120.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 86.6 |
|---|---|
| 5-th percentile | 93.01 |
| Q1 | 94.5 |
| median | 97 |
| Q3 | 102.4 |
| 95-th percentile | 110 |
| Maximum | 120.9 |
| Range | 34.3 |
| Interquartile range (IQR) | 7.9 |
Descriptive statistics
| Standard deviation | 6.04567993 |
|---|---|
| Coefficient of variation (CV) | 0.0612017726 |
| Kurtosis | 0.9746980226 |
| Mean | 98.78275862 |
| Median Absolute Deviation (MAD) | 2.8 |
| Skewness | 1.035913937 |
| Sum | 20052.9 |
| Variance | 36.55024582 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 94.5 | 21 | 10.3% |
| 93.7 | 20 | 9.9% |
| 95.7 | 13 | 6.4% |
| 96.5 | 8 | 3.9% |
| 97.3 | 7 | 3.4% |
| 98.4 | 7 | 3.4% |
| 104.3 | 6 | 3.0% |
| 100.4 | 6 | 3.0% |
| 107.9 | 6 | 3.0% |
| 98.8 | 6 | 3.0% |
| Other values (42) | 103 |
| Value | Count | Frequency (%) |
| 86.6 | 2 | 1.0% |
| 88.4 | 1 | 0.5% |
| 88.6 | 2 | 1.0% |
| 89.5 | 3 | 1.5% |
| 91.3 | 2 | 1.0% |
| 93 | 1 | 0.5% |
| 93.1 | 5 | 2.5% |
| 93.3 | 1 | 0.5% |
| 93.7 | 20 | |
| 94.3 | 1 | 0.5% |
| Value | Count | Frequency (%) |
| 120.9 | 1 | 0.5% |
| 115.6 | 2 | 1.0% |
| 114.2 | 4 | |
| 113 | 2 | 1.0% |
| 112 | 1 | 0.5% |
| 110 | 3 | |
| 109.1 | 5 | |
| 108 | 1 | 0.5% |
| 107.9 | 6 | |
| 106.7 | 1 | 0.5% |
| Distinct | 74 |
|---|---|
| Distinct (%) | 36.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 173.9990148 |
| Minimum | 141.1 |
|---|---|
| Maximum | 208.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 141.1 |
|---|---|
| 5-th percentile | 157.12 |
| Q1 | 166.3 |
| median | 173.2 |
| Q3 | 183.3 |
| 95-th percentile | 196.68 |
| Maximum | 208.1 |
| Range | 67 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 12.3855113 |
|---|---|
| Coefficient of variation (CV) | 0.07118150246 |
| Kurtosis | -0.09749147682 |
| Mean | 173.9990148 |
| Median Absolute Deviation (MAD) | 6.9 |
| Skewness | 0.1668307949 |
| Sum | 35321.8 |
| Variance | 153.4008901 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 157.3 | 15 | 7.4% |
| 188.8 | 11 | 5.4% |
| 171.7 | 7 | 3.4% |
| 186.7 | 7 | 3.4% |
| 166.3 | 7 | 3.4% |
| 165.3 | 6 | 3.0% |
| 177.8 | 6 | 3.0% |
| 176.2 | 6 | 3.0% |
| 186.6 | 6 | 3.0% |
| 173.2 | 5 | 2.5% |
| Other values (64) | 127 |
| Value | Count | Frequency (%) |
| 141.1 | 1 | 0.5% |
| 144.6 | 2 | 1.0% |
| 150 | 3 | 1.5% |
| 155.9 | 3 | 1.5% |
| 156.9 | 1 | 0.5% |
| 157.1 | 1 | 0.5% |
| 157.3 | 15 | |
| 157.9 | 1 | 0.5% |
| 158.7 | 3 | 1.5% |
| 158.8 | 1 | 0.5% |
| Value | Count | Frequency (%) |
| 208.1 | 1 | 0.5% |
| 202.6 | 2 | |
| 199.6 | 2 | |
| 199.2 | 1 | 0.5% |
| 198.9 | 4 | |
| 197 | 1 | 0.5% |
| 193.8 | 1 | 0.5% |
| 192.7 | 3 | |
| 191.7 | 1 | 0.5% |
| 190.9 | 2 |
| Distinct | 43 |
|---|---|
| Distinct (%) | 21.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 65.90147783 |
| Minimum | 60.3 |
|---|---|
| Maximum | 72.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 60.3 |
|---|---|
| 5-th percentile | 63.6 |
| Q1 | 64.05 |
| median | 65.5 |
| Q3 | 66.9 |
| 95-th percentile | 70.48 |
| Maximum | 72.3 |
| Range | 12 |
| Interquartile range (IQR) | 2.85 |
Descriptive statistics
| Standard deviation | 2.154835176 |
|---|---|
| Coefficient of variation (CV) | 0.03269782784 |
| Kurtosis | 0.6840525768 |
| Mean | 65.90147783 |
| Median Absolute Deviation (MAD) | 1.4 |
| Skewness | 0.9094811915 |
| Sum | 13378 |
| Variance | 4.643314637 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 63.8 | 24 | 11.8% |
| 66.5 | 22 | 10.8% |
| 65.4 | 15 | 7.4% |
| 63.6 | 11 | 5.4% |
| 68.4 | 10 | 4.9% |
| 64.4 | 10 | 4.9% |
| 64 | 9 | 4.4% |
| 65.5 | 8 | 3.9% |
| 65.2 | 7 | 3.4% |
| 65.6 | 6 | 3.0% |
| Other values (33) | 81 |
| Value | Count | Frequency (%) |
| 60.3 | 1 | 0.5% |
| 61.8 | 1 | 0.5% |
| 62.5 | 1 | 0.5% |
| 63.4 | 1 | 0.5% |
| 63.6 | 11 | |
| 63.8 | 24 | |
| 63.9 | 3 | 1.5% |
| 64 | 9 | 4.4% |
| 64.1 | 2 | 1.0% |
| 64.2 | 6 | 3.0% |
| Value | Count | Frequency (%) |
| 72.3 | 1 | 0.5% |
| 72 | 1 | 0.5% |
| 71.7 | 3 | |
| 71.4 | 3 | |
| 70.9 | 1 | 0.5% |
| 70.6 | 1 | 0.5% |
| 70.5 | 1 | 0.5% |
| 70.3 | 3 | |
| 69.6 | 2 | |
| 68.9 | 4 |
| Distinct | 48 |
|---|---|
| Distinct (%) | 23.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 53.73349754 |
| Minimum | 47.8 |
|---|---|
| Maximum | 59.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 47.8 |
|---|---|
| 5-th percentile | 49.7 |
| Q1 | 52 |
| median | 54.1 |
| Q3 | 55.5 |
| 95-th percentile | 57.5 |
| Maximum | 59.8 |
| Range | 12 |
| Interquartile range (IQR) | 3.5 |
Descriptive statistics
| Standard deviation | 2.442864145 |
|---|---|
| Coefficient of variation (CV) | 0.0454625933 |
| Kurtosis | -0.432070274 |
| Mean | 53.73349754 |
| Median Absolute Deviation (MAD) | 1.6 |
| Skewness | 0.06351632831 |
| Sum | 10907.9 |
| Variance | 5.967585231 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 50.8 | 14 | 6.9% |
| 52 | 12 | 5.9% |
| 55.7 | 12 | 5.9% |
| 54.1 | 10 | 4.9% |
| 54.5 | 10 | 4.9% |
| 55.5 | 9 | 4.4% |
| 56.7 | 8 | 3.9% |
| 54.3 | 8 | 3.9% |
| 52.6 | 7 | 3.4% |
| 56.1 | 7 | 3.4% |
| Other values (38) | 106 |
| Value | Count | Frequency (%) |
| 47.8 | 1 | 0.5% |
| 48.8 | 2 | 1.0% |
| 49.4 | 2 | 1.0% |
| 49.6 | 4 | 2.0% |
| 49.7 | 3 | 1.5% |
| 50.2 | 6 | |
| 50.5 | 1 | 0.5% |
| 50.6 | 5 | 2.5% |
| 50.8 | 14 | |
| 51 | 1 | 0.5% |
| Value | Count | Frequency (%) |
| 59.8 | 2 | 1.0% |
| 59.1 | 3 | 1.5% |
| 58.7 | 4 | |
| 58.3 | 1 | 0.5% |
| 57.5 | 3 | 1.5% |
| 56.7 | 8 | |
| 56.5 | 2 | 1.0% |
| 56.3 | 2 | 1.0% |
| 56.2 | 3 | 1.5% |
| 56.1 | 7 |
| Distinct | 170 |
|---|---|
| Distinct (%) | 83.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2555.921182 |
| Minimum | 1488 |
|---|---|
| Maximum | 4066 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 1488 |
|---|---|
| 5-th percentile | 1900.5 |
| Q1 | 2145 |
| median | 2414 |
| Q3 | 2943.5 |
| 95-th percentile | 3504 |
| Maximum | 4066 |
| Range | 2578 |
| Interquartile range (IQR) | 798.5 |
Descriptive statistics
| Standard deviation | 523.2055554 |
|---|---|
| Coefficient of variation (CV) | 0.2047033214 |
| Kurtosis | -0.07270255842 |
| Mean | 2555.921182 |
| Median Absolute Deviation (MAD) | 390 |
| Skewness | 0.6762665084 |
| Sum | 518852 |
| Variance | 273744.0532 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2385 | 4 | 2.0% |
| 1989 | 3 | 1.5% |
| 1918 | 3 | 1.5% |
| 2275 | 3 | 1.5% |
| 2410 | 2 | 1.0% |
| 2191 | 2 | 1.0% |
| 2535 | 2 | 1.0% |
| 2024 | 2 | 1.0% |
| 2414 | 2 | 1.0% |
| 4066 | 2 | 1.0% |
| Other values (160) | 178 |
| Value | Count | Frequency (%) |
| 1488 | 1 | |
| 1713 | 1 | |
| 1819 | 1 | |
| 1837 | 1 | |
| 1874 | 2 | |
| 1876 | 2 | |
| 1889 | 1 | |
| 1890 | 1 | |
| 1900 | 1 | |
| 1905 | 1 |
| Value | Count | Frequency (%) |
| 4066 | 2 | |
| 3950 | 1 | |
| 3900 | 1 | |
| 3770 | 1 | |
| 3750 | 1 | |
| 3740 | 1 | |
| 3715 | 1 | |
| 3685 | 1 | |
| 3515 | 1 | |
| 3505 | 1 |
| Distinct | 7 |
|---|---|
| Distinct (%) | 3.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.7 KiB |
| ohc | |
|---|---|
| ohcf | |
| ohcv | 13 |
| dohc | 12 |
| l | 12 |
| Other values (2) | 5 |
Length
| Max length | 5 |
|---|---|
| Median length | 3 |
| Mean length | 3.128078818 |
| Min length | 1 |
Characters and Unicode
| Total characters | 635 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.5% |
Sample
| 1st row | dohc |
|---|---|
| 2nd row | dohc |
| 3rd row | ohcv |
| 4th row | ohc |
| 5th row | ohc |
Common Values
| Value | Count | Frequency (%) |
| ohc | 146 | |
| ohcf | 15 | 7.4% |
| ohcv | 13 | 6.4% |
| dohc | 12 | 5.9% |
| l | 12 | 5.9% |
| rotor | 4 | 2.0% |
| dohcv | 1 | 0.5% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| ohc | 146 | |
| ohcf | 15 | 7.4% |
| ohcv | 13 | 6.4% |
| dohc | 12 | 5.9% |
| l | 12 | 5.9% |
| rotor | 4 | 2.0% |
| dohcv | 1 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 195 | |
| h | 187 | |
| c | 187 | |
| f | 15 | 2.4% |
| v | 14 | 2.2% |
| d | 13 | 2.0% |
| l | 12 | 1.9% |
| r | 8 | 1.3% |
| t | 4 | 0.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 635 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 195 | |
| h | 187 | |
| c | 187 | |
| f | 15 | 2.4% |
| v | 14 | 2.2% |
| d | 13 | 2.0% |
| l | 12 | 1.9% |
| r | 8 | 1.3% |
| t | 4 | 0.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 635 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 195 | |
| h | 187 | |
| c | 187 | |
| f | 15 | 2.4% |
| v | 14 | 2.2% |
| d | 13 | 2.0% |
| l | 12 | 1.9% |
| r | 8 | 1.3% |
| t | 4 | 0.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 635 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 195 | |
| h | 187 | |
| c | 187 | |
| f | 15 | 2.4% |
| v | 14 | 2.2% |
| d | 13 | 2.0% |
| l | 12 | 1.9% |
| r | 8 | 1.3% |
| t | 4 | 0.6% |
| Distinct | 8 |
|---|---|
| Distinct (%) | 3.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.7 KiB |
| four | |
|---|---|
| six | |
| five | 11 |
| eight | 5 |
| two | 3 |
| Other values (3) | 3 |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 3.901477833 |
| Min length | 3 |
Characters and Unicode
| Total characters | 792 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 3 ? |
|---|---|
| Unique (%) | 1.5% |
Sample
| 1st row | four |
|---|---|
| 2nd row | four |
| 3rd row | six |
| 4th row | four |
| 5th row | five |
Common Values
| Value | Count | Frequency (%) |
| four | 157 | |
| six | 24 | 11.8% |
| five | 11 | 5.4% |
| eight | 5 | 2.5% |
| two | 3 | 1.5% |
| three | 1 | 0.5% |
| twelve | 1 | 0.5% |
| tow | 1 | 0.5% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| four | 157 | |
| six | 24 | 11.8% |
| five | 11 | 5.4% |
| eight | 5 | 2.5% |
| two | 3 | 1.5% |
| three | 1 | 0.5% |
| twelve | 1 | 0.5% |
| tow | 1 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| f | 168 | |
| o | 161 | |
| r | 158 | |
| u | 157 | |
| i | 40 | 5.1% |
| s | 24 | 3.0% |
| x | 24 | 3.0% |
| e | 20 | 2.5% |
| v | 12 | 1.5% |
| t | 11 | 1.4% |
| Other values (4) | 17 | 2.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 792 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| f | 168 | |
| o | 161 | |
| r | 158 | |
| u | 157 | |
| i | 40 | 5.1% |
| s | 24 | 3.0% |
| x | 24 | 3.0% |
| e | 20 | 2.5% |
| v | 12 | 1.5% |
| t | 11 | 1.4% |
| Other values (4) | 17 | 2.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 792 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| f | 168 | |
| o | 161 | |
| r | 158 | |
| u | 157 | |
| i | 40 | 5.1% |
| s | 24 | 3.0% |
| x | 24 | 3.0% |
| e | 20 | 2.5% |
| v | 12 | 1.5% |
| t | 11 | 1.4% |
| Other values (4) | 17 | 2.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 792 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| f | 168 | |
| o | 161 | |
| r | 158 | |
| u | 157 | |
| i | 40 | 5.1% |
| s | 24 | 3.0% |
| x | 24 | 3.0% |
| e | 20 | 2.5% |
| v | 12 | 1.5% |
| t | 11 | 1.4% |
| Other values (4) | 17 | 2.1% |
| Distinct | 43 |
|---|---|
| Distinct (%) | 21.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 126.8571429 |
| Minimum | 61 |
|---|---|
| Maximum | 326 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 61 |
|---|---|
| 5-th percentile | 90 |
| Q1 | 97 |
| median | 119 |
| Q3 | 143 |
| 95-th percentile | 202.1 |
| Maximum | 326 |
| Range | 265 |
| Interquartile range (IQR) | 46 |
Descriptive statistics
| Standard deviation | 41.84523922 |
|---|---|
| Coefficient of variation (CV) | 0.32986112 |
| Kurtosis | 5.237718427 |
| Mean | 126.8571429 |
| Median Absolute Deviation (MAD) | 22 |
| Skewness | 1.942317823 |
| Sum | 25752 |
| Variance | 1751.024045 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 122 | 15 | 7.4% |
| 92 | 15 | 7.4% |
| 98 | 14 | 6.9% |
| 97 | 14 | 6.9% |
| 108 | 13 | 6.4% |
| 110 | 12 | 5.9% |
| 90 | 12 | 5.9% |
| 109 | 8 | 3.9% |
| 141 | 7 | 3.4% |
| 120 | 7 | 3.4% |
| Other values (33) | 86 |
| Value | Count | Frequency (%) |
| 61 | 1 | 0.5% |
| 70 | 3 | 1.5% |
| 79 | 1 | 0.5% |
| 80 | 1 | 0.5% |
| 90 | 12 | |
| 91 | 5 | 2.5% |
| 92 | 15 | |
| 97 | 14 | |
| 98 | 14 | |
| 103 | 1 | 0.5% |
| Value | Count | Frequency (%) |
| 326 | 1 | 0.5% |
| 308 | 1 | 0.5% |
| 304 | 1 | 0.5% |
| 258 | 2 | 1.0% |
| 234 | 2 | 1.0% |
| 209 | 3 | |
| 203 | 1 | 0.5% |
| 194 | 3 | |
| 183 | 4 | |
| 181 | 6 |
| Distinct | 8 |
|---|---|
| Distinct (%) | 3.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.7 KiB |
| mpfi | |
|---|---|
| 2bbl | |
| idi | |
| 1bbl | |
| spdi | 9 |
| Other values (3) | 5 |
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 3.896551724 |
| Min length | 3 |
Characters and Unicode
| Total characters | 791 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 1.0% |
Sample
| 1st row | mpfi |
|---|---|
| 2nd row | mpfi |
| 3rd row | mpfi |
| 4th row | mpfi |
| 5th row | mpfi |
Common Values
| Value | Count | Frequency (%) |
| mpfi | 92 | |
| 2bbl | 66 | |
| idi | 20 | 9.9% |
| 1bbl | 11 | 5.4% |
| spdi | 9 | 4.4% |
| 4bbl | 3 | 1.5% |
| mfi | 1 | 0.5% |
| spfi | 1 | 0.5% |
Length
Category Frequency Plot
| Value | Count | Frequency (%) |
| mpfi | 92 | |
| 2bbl | 66 | |
| idi | 20 | 9.9% |
| 1bbl | 11 | 5.4% |
| spdi | 9 | 4.4% |
| 4bbl | 3 | 1.5% |
| mfi | 1 | 0.5% |
| spfi | 1 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| b | 160 | |
| i | 143 | |
| p | 102 | |
| f | 94 | |
| m | 93 | |
| l | 80 | |
| 2 | 66 | |
| d | 29 | 3.7% |
| 1 | 11 | 1.4% |
| s | 10 | 1.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 711 | |
| Decimal Number | 80 | 10.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| b | 160 | |
| i | 143 | |
| p | 102 | |
| f | 94 | |
| m | 93 | |
| l | 80 | |
| d | 29 | 4.1% |
| s | 10 | 1.4% |
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 66 | |
| 1 | 11 | 13.8% |
| 4 | 3 | 3.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 711 | |
| Common | 80 | 10.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| b | 160 | |
| i | 143 | |
| p | 102 | |
| f | 94 | |
| m | 93 | |
| l | 80 | |
| d | 29 | 4.1% |
| s | 10 | 1.4% |
Common
| Value | Count | Frequency (%) |
| 2 | 66 | |
| 1 | 11 | 13.8% |
| 4 | 3 | 3.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 791 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| b | 160 | |
| i | 143 | |
| p | 102 | |
| f | 94 | |
| m | 93 | |
| l | 80 | |
| 2 | 66 | |
| d | 29 | 3.7% |
| 1 | 11 | 1.4% |
| s | 10 | 1.3% |
| Distinct | 33 |
|---|---|
| Distinct (%) | 16.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.45231527 |
| Minimum | 7 |
|---|---|
| Maximum | 70 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 7 |
|---|---|
| 5-th percentile | 7.5 |
| Q1 | 8.55 |
| median | 9 |
| Q3 | 9.4 |
| 95-th percentile | 21.99 |
| Maximum | 70 |
| Range | 63 |
| Interquartile range (IQR) | 0.85 |
Descriptive statistics
| Standard deviation | 5.792527882 |
|---|---|
| Coefficient of variation (CV) | 0.5541861044 |
| Kurtosis | 55.58206486 |
| Mean | 10.45231527 |
| Median Absolute Deviation (MAD) | 0.4 |
| Skewness | 6.20515692 |
| Sum | 2121.82 |
| Variance | 33.55337927 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 46 | |
| 9.4 | 26 | |
| 8.5 | 14 | 6.9% |
| 9.5 | 13 | 6.4% |
| 9.3 | 11 | 5.4% |
| 8 | 8 | 3.9% |
| 9.2 | 8 | 3.9% |
| 8.7 | 7 | 3.4% |
| 7 | 7 | 3.4% |
| 8.6 | 5 | 2.5% |
| Other values (23) | 58 |
| Value | Count | Frequency (%) |
| 7 | 7 | |
| 7.5 | 5 | 2.5% |
| 7.6 | 4 | 2.0% |
| 7.7 | 2 | 1.0% |
| 7.8 | 1 | 0.5% |
| 8 | 8 | |
| 8.1 | 2 | 1.0% |
| 8.3 | 3 | 1.5% |
| 8.4 | 5 | 2.5% |
| 8.5 | 14 |
| Value | Count | Frequency (%) |
| 70 | 1 | 0.5% |
| 23 | 5 | |
| 22.7 | 1 | 0.5% |
| 22.5 | 3 | |
| 22 | 1 | 0.5% |
| 21.9 | 1 | 0.5% |
| 21.5 | 4 | |
| 21 | 5 | |
| 11.5 | 1 | 0.5% |
| 10.1 | 1 | 0.5% |
| Distinct | 59 |
|---|---|
| Distinct (%) | 29.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 104.2561576 |
| Minimum | 48 |
|---|---|
| Maximum | 288 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 48 |
|---|---|
| 5-th percentile | 62 |
| Q1 | 70 |
| median | 95 |
| Q3 | 116 |
| 95-th percentile | 181.4 |
| Maximum | 288 |
| Range | 240 |
| Interquartile range (IQR) | 46 |
Descriptive statistics
| Standard deviation | 39.71436879 |
|---|---|
| Coefficient of variation (CV) | 0.3809306777 |
| Kurtosis | 2.623279794 |
| Mean | 104.2561576 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | 1.391029494 |
| Sum | 21164 |
| Variance | 1577.231088 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 68 | 19 | 9.4% |
| 70 | 11 | 5.4% |
| 69 | 10 | 4.9% |
| 116 | 9 | 4.4% |
| 110 | 8 | 3.9% |
| 95 | 7 | 3.4% |
| 114 | 6 | 3.0% |
| 160 | 6 | 3.0% |
| 101 | 6 | 3.0% |
| 62 | 6 | 3.0% |
| Other values (49) | 115 |
| Value | Count | Frequency (%) |
| 48 | 1 | 0.5% |
| 52 | 2 | 1.0% |
| 55 | 1 | 0.5% |
| 56 | 2 | 1.0% |
| 58 | 1 | 0.5% |
| 60 | 1 | 0.5% |
| 62 | 6 | 3.0% |
| 64 | 1 | 0.5% |
| 68 | 19 | |
| 69 | 10 |
| Value | Count | Frequency (%) |
| 288 | 1 | 0.5% |
| 262 | 1 | 0.5% |
| 207 | 3 | |
| 200 | 1 | 0.5% |
| 184 | 2 | |
| 182 | 3 | |
| 176 | 2 | |
| 175 | 1 | 0.5% |
| 162 | 2 | |
| 161 | 2 |
| Distinct | 29 |
|---|---|
| Distinct (%) | 14.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.24137931 |
| Minimum | 13 |
|---|---|
| Maximum | 49 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 13 |
|---|---|
| 5-th percentile | 16 |
| Q1 | 19 |
| median | 24 |
| Q3 | 30 |
| 95-th percentile | 37 |
| Maximum | 49 |
| Range | 36 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 6.570701702 |
|---|---|
| Coefficient of variation (CV) | 0.2603146849 |
| Kurtosis | 0.5428638789 |
| Mean | 25.24137931 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.6519394127 |
| Sum | 5124 |
| Variance | 43.17412086 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 31 | 28 | |
| 19 | 27 | |
| 24 | 22 | |
| 27 | 14 | 6.9% |
| 17 | 13 | 6.4% |
| 26 | 12 | 5.9% |
| 23 | 10 | 4.9% |
| 21 | 8 | 3.9% |
| 25 | 8 | 3.9% |
| 30 | 8 | 3.9% |
| Other values (19) | 53 |
| Value | Count | Frequency (%) |
| 13 | 1 | 0.5% |
| 14 | 2 | 1.0% |
| 15 | 3 | 1.5% |
| 16 | 6 | 3.0% |
| 17 | 13 | |
| 18 | 3 | 1.5% |
| 19 | 27 | |
| 20 | 3 | 1.5% |
| 21 | 8 | 3.9% |
| 22 | 4 | 2.0% |
| Value | Count | Frequency (%) |
| 49 | 1 | 0.5% |
| 47 | 1 | 0.5% |
| 45 | 1 | 0.5% |
| 38 | 7 | |
| 37 | 6 | |
| 36 | 1 | 0.5% |
| 35 | 1 | 0.5% |
| 34 | 1 | 0.5% |
| 33 | 1 | 0.5% |
| 32 | 1 | 0.5% |
| Distinct | 30 |
|---|---|
| Distinct (%) | 14.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.74876847 |
| Minimum | 16 |
|---|---|
| Maximum | 54 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 16 |
|---|---|
| 5-th percentile | 22 |
| Q1 | 25 |
| median | 30 |
| Q3 | 35 |
| 95-th percentile | 42.9 |
| Maximum | 54 |
| Range | 38 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 6.920405754 |
|---|---|
| Coefficient of variation (CV) | 0.2250628594 |
| Kurtosis | 0.4073312252 |
| Mean | 30.74876847 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.5384788366 |
| Sum | 6242 |
| Variance | 47.8920158 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 25 | 19 | 9.4% |
| 38 | 17 | 8.4% |
| 24 | 17 | 8.4% |
| 30 | 16 | 7.9% |
| 32 | 16 | 7.9% |
| 34 | 14 | 6.9% |
| 37 | 13 | 6.4% |
| 28 | 13 | 6.4% |
| 29 | 10 | 4.9% |
| 33 | 9 | 4.4% |
| Other values (20) | 59 |
| Value | Count | Frequency (%) |
| 16 | 2 | 1.0% |
| 17 | 1 | 0.5% |
| 18 | 2 | 1.0% |
| 19 | 2 | 1.0% |
| 20 | 2 | 1.0% |
| 22 | 8 | |
| 23 | 7 | 3.4% |
| 24 | 17 | |
| 25 | 19 | |
| 26 | 3 | 1.5% |
| Value | Count | Frequency (%) |
| 54 | 1 | 0.5% |
| 53 | 1 | 0.5% |
| 50 | 1 | 0.5% |
| 47 | 2 | 1.0% |
| 46 | 2 | 1.0% |
| 43 | 4 | 2.0% |
| 42 | 3 | 1.5% |
| 41 | 3 | 1.5% |
| 39 | 2 | 1.0% |
| 38 | 17 |
| Distinct | 185 |
|---|---|
| Distinct (%) | 91.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12982.47783 |
| Minimum | 0 |
|---|---|
| Maximum | 45400 |
| Zeros | 4 |
| Zeros (%) | 2.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 1.7 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5506.3 |
| Q1 | 7649 |
| median | 10245 |
| Q3 | 16500 |
| 95-th percentile | 32500.2 |
| Maximum | 45400 |
| Range | 45400 |
| Interquartile range (IQR) | 8851 |
Descriptive statistics
| Standard deviation | 8111.953571 |
|---|---|
| Coefficient of variation (CV) | 0.6248386229 |
| Kurtosis | 3.006376555 |
| Mean | 12982.47783 |
| Median Absolute Deviation (MAD) | 3390 |
| Skewness | 1.683058301 |
| Sum | 2635443 |
| Variance | 65803790.74 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 4 | 2.0% |
| 8921 | 2 | 1.0% |
| 18150 | 2 | 1.0% |
| 7898 | 2 | 1.0% |
| 7775 | 2 | 1.0% |
| 8845 | 2 | 1.0% |
| 7295 | 2 | 1.0% |
| 7609 | 2 | 1.0% |
| 6692 | 2 | 1.0% |
| 6229 | 2 | 1.0% |
| Other values (175) | 181 |
| Value | Count | Frequency (%) |
| 0 | 4 | |
| 5118 | 1 | 0.5% |
| 5151 | 1 | 0.5% |
| 5195 | 1 | 0.5% |
| 5348 | 1 | 0.5% |
| 5389 | 1 | 0.5% |
| 5399 | 1 | 0.5% |
| 5499 | 1 | 0.5% |
| 5572 | 2 | |
| 6095 | 1 | 0.5% |
| Value | Count | Frequency (%) |
| 45400 | 1 | |
| 41315 | 1 | |
| 40960 | 1 | |
| 37028 | 1 | |
| 36880 | 1 | |
| 36000 | 1 | |
| 35550 | 1 | |
| 35056 | 1 | |
| 34184 | 1 | |
| 34028 | 1 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| make | fuel_type | num_of_doors | body_style | drive_wheels | engine_location | wheel_base | length | width | height | curb_weight | engine_type | num_of_cylinders | engine_size | fuel_system | compression_ratio | horsepower | city_mpg | highway_mpg | price | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | alfa-romero | gas | two | convertible | rwd | front | 88.6 | 168.8 | 64.1 | 48.8 | 2548 | dohc | four | 130 | mpfi | 9.0 | 111 | 21 | 27 | 13495 |
| 1 | alfa-romero | gas | two | convertible | rwd | front | 88.6 | 168.8 | 64.1 | 48.8 | 2548 | dohc | four | 130 | mpfi | 9.0 | 111 | 21 | 27 | 16500 |
| 2 | alfa-romero | gas | two | hatchback | rwd | front | 94.5 | 171.2 | 65.5 | 52.4 | 2823 | ohcv | six | 152 | mpfi | 9.0 | 154 | 19 | 26 | 16500 |
| 3 | audi | gas | four | sedan | fwd | front | 99.8 | 176.6 | 66.2 | 54.3 | 2337 | ohc | four | 109 | mpfi | 70.0 | 102 | 24 | 30 | 13950 |
| 4 | audi | gas | four | sedan | 4wd | front | 99.4 | 176.6 | 66.4 | 54.3 | 2824 | ohc | five | 136 | mpfi | 8.0 | 115 | 18 | 22 | 17450 |
| 5 | audi | gas | two | sedan | fwd | front | 99.8 | 177.3 | 66.3 | 53.1 | 2507 | ohc | five | 136 | mpfi | 8.5 | 110 | 19 | 25 | 15250 |
| 6 | audi | gas | four | sedan | fwd | front | 105.8 | 192.7 | 71.4 | 55.7 | 2844 | ohc | five | 136 | mpfi | 8.5 | 110 | 19 | 25 | 17710 |
| 7 | audi | gas | four | wagon | fwd | front | 105.8 | 192.7 | 71.4 | 55.7 | 2954 | ohc | five | 136 | mpfi | 8.5 | 110 | 19 | 25 | 18920 |
| 8 | audi | gas | four | sedan | fwd | front | 105.8 | 192.7 | 71.4 | 55.9 | 3086 | ohc | five | 131 | mpfi | 8.3 | 140 | 17 | 20 | 23875 |
| 9 | audi | gas | two | hatchback | 4wd | front | 99.5 | 178.2 | 67.9 | 52.0 | 3053 | ohc | five | 131 | mpfi | 7.0 | 160 | 16 | 22 | 0 |
Last rows
| make | fuel_type | num_of_doors | body_style | drive_wheels | engine_location | wheel_base | length | width | height | curb_weight | engine_type | num_of_cylinders | engine_size | fuel_system | compression_ratio | horsepower | city_mpg | highway_mpg | price | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 193 | volvo | gas | four | wagon | rwd | front | 104.3 | 188.8 | 67.2 | 57.5 | 3034 | ohc | four | 141 | mpfi | 9.5 | 114 | 23 | 28 | 13415 |
| 194 | volvo | gas | four | sedan | rwd | front | 104.3 | 188.8 | 67.2 | 56.2 | 2935 | ohc | four | 141 | mpfi | 9.5 | 114 | 24 | 28 | 15985 |
| 195 | volvo | gas | four | wagon | rwd | front | 104.3 | 188.8 | 67.2 | 57.5 | 3042 | ohc | four | 141 | mpfi | 9.5 | 114 | 24 | 28 | 16515 |
| 196 | volvo | gas | four | sedan | rwd | front | 104.3 | 188.8 | 67.2 | 56.2 | 3045 | ohc | four | 130 | mpfi | 7.5 | 162 | 17 | 22 | 18420 |
| 197 | volvo | gas | four | wagon | rwd | front | 104.3 | 188.8 | 67.2 | 57.5 | 3157 | ohc | four | 130 | mpfi | 7.5 | 162 | 17 | 22 | 18950 |
| 198 | volvo | gas | four | sedan | rwd | front | 109.1 | 188.8 | 68.9 | 55.5 | 2952 | ohc | four | 141 | mpfi | 9.5 | 114 | 23 | 28 | 16845 |
| 199 | volvo | gas | four | sedan | rwd | front | 109.1 | 188.8 | 68.8 | 55.5 | 3049 | ohc | four | 141 | mpfi | 8.7 | 160 | 19 | 25 | 19045 |
| 200 | volvo | gas | four | sedan | rwd | front | 109.1 | 188.8 | 68.9 | 55.5 | 3012 | ohcv | six | 173 | mpfi | 8.8 | 134 | 18 | 23 | 21485 |
| 201 | volvo | diesel | four | sedan | rwd | front | 109.1 | 188.8 | 68.9 | 55.5 | 3217 | ohc | six | 145 | idi | 23.0 | 106 | 26 | 27 | 22470 |
| 202 | volvo | gas | four | sedan | rwd | front | 109.1 | 188.8 | 68.9 | 55.5 | 3062 | ohc | four | 141 | mpfi | 9.5 | 114 | 19 | 25 | 22625 |
Most frequently occurring
| make | fuel_type | num_of_doors | body_style | drive_wheels | engine_location | wheel_base | length | width | height | curb_weight | engine_type | num_of_cylinders | engine_size | fuel_system | compression_ratio | horsepower | city_mpg | highway_mpg | price | # duplicates | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | mitsubishi | gas | four | sedan | fwd | front | 96.3 | 172.4 | 65.4 | 51.6 | 2403 | ohc | four | 110 | spdi | 7.5 | 116 | 23 | 30 | 9279 | 2 |